KellenSunderland edited a comment on issue #13697: [MKLDNN] Enable signed int8 support for convolution. URL: https://github.com/apache/incubator-mxnet/pull/13697#issuecomment-454660795 Yes that's what I'd suggest as well. I would open a PR with the API changes you like to make and enough other changes to ensure tests would pass in the v1.4.x branch, then continue your int8 convolution support work in the master branch.
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